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    }
   },
   "cell_type": "markdown",
   "id": "c26c28cd-7592-43c6-850c-9c78fb67f817",
   "metadata": {},
   "source": [
    "## Kafka Connect\n",
    "\n",
    "Kafka Connect 是一个工具，可以简单快捷地将数据从 Kafka 中导入或导出，数据范围涵盖关系型数据库、日志和度量数据、Hadoop 和数据仓库、NoSQL 数据存储、搜索引擎elastic search等。相对于生产者和消费者客户端而言，Kafka Connect 省掉了很多开发的工作，尤其是编码部分，这使得应用开发人员更容易上手\n",
    "\n",
    "Kafka Connect 有两种工作模式：Source 和 Sink。参考下图，Source 负责导入数据到 Kafka，Sink 负责从 Kafka 导出数据，它们都被称为 Connector（连接器）\n",
    "\n",
    "![image.png](attachment:e0b630d8-028e-4b91-9160-8e09a3e4dffd.png)\n",
    "\n",
    "在 Connector 中有两个重要的概念：Task 和 Worker。Task 是 Kafka Connect 数据模型的主角，每一个 Connector 都会协调一系列的 Task 去执行任务，Connector 可以把一项工作分割成许多 Task，然后把 Task 分发到各个 Worker 进程中去执行（分布式模式下），Task 不保存自己的状态信息，而是交给特定的 Kafka 主题去保存。Connector 和 Task 都是逻辑工作单位，必须安排在进程中执行，而在 Kafka Connect 中，这些进程就是 Worker"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e9197059-9294-4e7c-ba87-d6ab0fb2d527",
   "metadata": {},
   "source": [
    "### 独立模式使用\n",
    "Kafka 中的 connect-standalone.sh 脚本用来实现以独立的模式运行 Kafka Connect。在独立模式下所有的操作都是在一个进程中完成的，这种模式非常适合测试或功能验证的场景。由于是单进程，所以独立模式无法充分利用 Kafka 自身所提供的负载均衡和高容错等特性。\r\n",
    "\r\n",
    "在执行这个脚只本时需要指定两个配置文件：一个是用于 Worker 进程运行的相关配置文件；另一个是指定 Source 连接器或 Sink 连接器的配置文件，可以同时指定多个连接器配置，每个连接器配置文件对应一个连接器，因此要保证连接器名称全局唯一，连接器名称通过 name 参数"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "14eb32d9-795a-45f1-bc35-48da8b02a6b7",
   "metadata": {},
   "source": [
    "####  Source 连接器的用法\n",
    "\n",
    "将文件 source.txt 中的内容通过 Source 连接器写入 Kafka 的主题 topic-connect。\n",
    "\n",
    "修改用于 Worker 进程运行的配置文件（$KAFKA_HOME/config/connect-standalone.properties），内容参考如下：\n",
    "\n",
    "```bash\n",
    "bootstrap.servers=localhost:9092\n",
    "key.converter=org.apache.kafka.connect.json.JsonConverter\n",
    "value.converter=org.apache.kafka.connect.json.JsonConverter\n",
    "key.converter.schemas.enable=true\n",
    "value.converter.schemas.enable=true\n",
    "offset.storage.file.filename=/tmp/connect.offsets\n",
    "offset.flush.interval.ms=10000\n",
    "```\n",
    "bootstrap.servers 参数用来配置与 Kafka 集群连接的地址  \n",
    "key.converter 和 value.converter 参数指定 Kafka 消息中 key 和 value 的格式转化类，本例中使用 JsonConverter 来将每一条消息的 key 和 value 都转化成 JSON 格式  \n",
    "key.converter. schemas.enable 和 value.converter.schemas.enable 参数用来指定 JSON 消息中是否可以包含 schema  \n",
    "offset.storage.file.filename 参数用于指定保存偏移量的文件路径。offset.flush.interval.ms 参数用于设定提交偏移量的频率  "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ab3dddf5-7127-4f66-b575-fd3e47e3ba40",
   "metadata": {},
   "source": [
    "修改 Source 连接器的配置文件（$KAFKA_HOME/config/connect-file-source.properties），内容参考如下：\n",
    "\n",
    "```bash\n",
    "name=local-file-source\n",
    "connector.class=FileStreamSource\n",
    "tasks.max=1\n",
    "file=/opt/kafka_2.11-2.0.0/source.txt\n",
    "topic=topic-connect\n",
    "```\n",
    "name 参数用来配置连接器的名称。connector.class 用来设置连接器类的全限定名称，有时候设置为类名也是可以的，Kafka Connect 会在 classpath 中自动搜索这个类并加载。\n",
    "\n",
    "启动 Source 连接器，示例如下：\n",
    "\n",
    "```\n",
    "bin/connect-standalone.sh config/connect-standalone.properties config/connect-file-source.properties\n",
    "```"
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "id": "32efd743-55fa-4db3-90e7-735fde4c4cbf",
   "metadata": {},
   "source": [
    "### 集群模式\n",
    "\n",
    "分布式模式天然地结合了 Kafka 提供的负载均衡和故障转移功能，能够自动在多个节点机器上平衡负载。不过，以分布式模式启动的连接器并不支持在启动时通过加载连接器配置文件来创建一个连接器，只能通过访问 REST API 来创建连接器  \n",
    "我们可以通过 Kafka Connect 提供的基于 REST 风格的 API 接口来管理连接器，默认端口号为8083，可以通过 Worker 进程的配置文件中的 rest.port 参数来修改端口号。Kafka Connect REST API 接口如下表所示\n",
    "\n",
    "![image.png](attachment:b0ae43bf-cd9e-4afe-8f04-367b8fd2f521.png)\n",
    "\n",
    "API使用案例\n",
    "```bash\n",
    "[root@node1 kafka_2.11-2.0.0]# curl http://localhost:8083/\r\n",
    "{\"version\":\"2.0.0\",\"commit\":\"3402a8361b734732\",\"kafka_cluster_id\":\"Cjr-rkl5SLClosMiOfMpqw\"}\r\n",
    "\r\n",
    "[root@node1 kafka_2.11-2.0.0]# curl http://localhost:8083/connectors\r\n",
    "[\"local-file-soure\"]\r\n",
    "\n",
    "```\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4b02b83f-4543-4bde-98e7-a85719c8f7be",
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "import json\n",
    "\n",
    "url = \"http://localhost:8083/\"\n",
    "\n",
    "response = requests.get(url)\n",
    "\n",
    "if response.status_code == 200:\n",
    "    json_data = response.json()\n",
    "    print(json.dumps(json_data, indent=4))\n",
    "else:\n",
    "    print(f\"请求失败，状态码：{response.status_code}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "33dffc6e-a1de-4e2e-8f65-68ff27c29a8e",
   "metadata": {},
   "source": [
    "在运行分布式模式的连接器前，同样要修改 Worker 进程的相关配置文件（$KAFKA_HOME/ config/connect-distributed.properties），内容参考如下：\n",
    "\n",
    "```bash\n",
    "bootstrap.servers=localhost1:9092, localhost2:9092, localhost3:9092\r\n",
    "group.id=connect-cluster\r\n",
    "key.converter=org.apache.kafka.connect.json.JsonConverter\r\n",
    "value.converter=org.apache.kafka.connect.json.JsonConver若干)\r\n",
    "\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "54bc91b7-4084-4f42-8337-c08d22714c98",
   "metadata": {},
   "source": [
    "之后启动分布式模式，这里的运行脚本也变成了对应的 connect-distributed.sh，在对应端口号启动Kafka Connect API服务\n",
    "\n",
    "    bin/connect-distributed.sh  config/connect-distributed.properties\r"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b54ea692-c7a2-4554-8de4-0bd390bc8634",
   "metadata": {},
   "source": [
    "创建一个 Source 连接器，此前先要设定好这个连接器的相关json配置，内容如下：\n",
    "```json\n",
    "{\r\n",
    "    \"name\":\"local-file-distribute-source\",\r\n",
    "    \"config\":{\r\n",
    "        \"topic\":\"topic-distribute-source\",\r\n",
    "        \"connector.class\":\"FileStreamSource\",\r\n",
    "        \"key.converter\":\"org.apache.kafka.connect.storage.StringConverter\",\r\n",
    "        \"value.converter\":\"org.apache.kafka.connect.storage.StringConverter\",\r\n",
    "        \"converter.internal.key.converter\":\r\n",
    "\"org.apache.kafka.connect.storage.StringConverter\",\r\n",
    "        \"converter.internal.value.converter\":\r\n",
    "\"org.apache.kafka.connect.storage.StringConverter\",\r\n",
    "        \"file\":\"/opt/kafka_2.11-2.0.0/distribute-source.txt\"\r\n",
    "    }\r\n",
    "}\r\n",
    "\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "79d197e1-9dc2-4504-b64a-1a60b1e54e47",
   "metadata": {},
   "source": [
    "这个连接器从 distribute-source.txt 文件中读取内容进而传输到主题 topic-distribute-source 中，在创建连接器前确保 distribute-source.txt 文件和主题 topic-distribute-source 都已创建完毕。  \n",
    "接下来调用 POST /connectors 接口，传入对应的json数据，创建指定的连接器  \n",
    "在使用完毕之后，我们可以调用 DELETE /connectors/ {name} 接口来删除对应的连接器"
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "id": "89962ee6-3e1c-4eba-91dd-51487273e242",
   "metadata": {},
   "source": [
    "## Kafka Mirror Maker\n",
    "Kafka Mirror Maker 是用于在两个集群之间同步数据的一个工具，其实现原理是通过从源集群中消费消息，然后将消息生产到目标集群中，也就是普通的生产和消费消息。\n",
    "![image.png](attachment:97aa717c-14e6-40c4-87d2-9318bb62246e.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "33b2f256-307b-4040-9bc7-1778d734e023",
   "metadata": {},
   "source": [
    "Kafka Connect 用于其他数据存储系统与 Kafka 之间的数据复制，而不是 Kafka 与 Kafka 之间的数据复制  \n",
    "对应 Kafka 中的 kafka-mirror-maker.sh 脚本。参考上图，我们演示从 Cluster 1 中将主题 topic-mirror 的数据同步到 Cluster 2 中，首先创建并配置两个配置文件，参考如下：\n",
    "```bash\n",
    "# consumer.properties的配置\r\n",
    "bootstrap.servers=cluster1:9092\r\n",
    "group.id=groupIdMirror\r\n",
    "client.id=sourceMirror\r\n",
    "partition.assignment.strategy=org.apache.kafka.clients.consumer.RoundRobinAssignor\r\n",
    "# producer.properties的配置 \r\n",
    "bootstrap.servers=cluster2:9092\r\n",
    "client.id=sinkMirror\r\n",
    "\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d3d79fc8-95a3-4af9-8742-e48d3b83f443",
   "metadata": {},
   "source": [
    "启动 Kafka Mirror Maker:\n",
    "     \n",
    "    bin/kafka-mirror-maker.sh --consumer.config consumer.properties --producer.config producer.properties --whitelist 'topic-mirror'\r\n",
    "--whitelist 指定需要复制的源集群中的主题\n",
    "\n",
    "注意！！！  \n",
    "不要在单个集群的内部使用 Kafka Mirror Maker，否则会循环复制。\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b31f5b6b-764d-4e4e-9e4f-34be450a8f60",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
